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Robotic Simulations With Reinforcement Learning at Scale: Harness the Power of NVIDIA Isaac Lab on AWS
, Sr. Solutions Architect, Amazon
, Principal IoT Architect, Amazon
Simulation-based reinforcement learning greatly benefits the field of robotics, enabling models to learn complex tasks quickly. NVIDIA Isaac Lab offers a reinforcement learning environment to train and test robots in realistic simulated environments using physics-based rendering. We'll dive deeper into NVIDIA’s Isaac Lab, AWS Batch, and Amazon EC2 instances powered by NVIDIA GPUs, and highlight the advantages of robotic simulation on AWS. Through hands-on labs, you’ll learn distributed training for robots across multiple GPU nodes, leveraging AWS Batch to accelerate performance. Additionally, we’ll explore the crucial sim-to-real transition, sharing insights and strategies for effectively translating simulation learnings to real-world robotic applications. Prerequisite(s):